Make My Disclaimer

Backend Development and Refactoring in Bubble

A California-based lawyer’s AI solution for political advertising.

MakeMyDisclaimer is a unique, AI-powered web application, created as a legal initiative operating in California. Its purpose is to simplify the creation of legally required disclaimers for political advertisements.

AI-Powered Legal Application Backend Development

The client already had an initial frontend solution and had begun developing the backend themselves. However, when the complexity of the application grew beyond their capacity, they turned to the TRAVLRD team for assistance.

The request was clear: redesign and stabilize the system. Reliable backend development was essential to ensure legal compliance and a smooth user experience.

Challenges

The project was unique because the client had started development in Bubble.io, a no-code platform. While Bubble is excellent for rapid prototyping, it is not typically designed for complex AI applications requiring professional backend engineering.

The existing backend structure was unstable and poorly organized. The biggest challenge was to refactor the backend so that the original logic remained intact, while making the system maintainable and scalable in the long term.

This was not just a technical task—it was a strategic development challenge. We had to creatively leverage Bubble’s capabilities to build high-level software with a stable backend. The goal: a scalable backend capable of reliably serving the frontend.

Development Approach

New Backend Structure and AI Processes

We implemented a completely new backend architecture, ensuring:

• Transparent data handling
• Stable communication with the frontend
• Dynamic handling of AI-generated templates

The core of MakeMyDisclaimer relies on AI: users upload a description, and the system automatically generates a legally compliant disclaimer. Our backend development also enables iterative improvements: users can edit the text, and the AI re-evaluates and corrects it to ensure compliance. This complex back-and-forth process is fully supported by our backend engineering.

Technical Background: API Integration and Logic Refactoring

While Bubble.io provided the foundation, our backend development included:

• Custom API calls
• Refactored logic processes
• AI integrations

We redesigned the entire backend, corrected logical errors, fine-tuned AI processes, and integrated business-critical payment and iteration systems. The API integration and backend development ensured that the application became robust and reliable. The result: a stable, scalable backend seamlessly serving the client’s frontend—demonstrating that even on a no-code platform, professional software engineering is possible.

Results: Stable AI and Unlimited Iterations

With the new backend, the MakeMyDisclaimer app now:

• Significantly reduced errors in AI-generated disclaimers, thanks to precise backend development
• Achieved more stable AI processes, increasing legal reliability
• Allows users to make unlimited iterations on their documents

The system continues to evolve, and the client plans to develop additional applications together with TRAVLRD. Our backend developers provide ongoing support for the platform.

Client Testimonial

“The TRAVLRD team took this project to a completely new level. What we left as a half-built app, they delivered as a fully functional, stable system. Their backend expertise bridged the limitations of the Bubble platform.”
— MakeMyDisclaimer, California

The Value of Expert Backend Development

MakeMyDisclaimer is a clear example that no-code platforms can support serious development work, provided the backend architecture is professionally designed.

High-quality backend development was crucial for this legal AI application, transforming an initial concept into a fully operational, legally reliable AI tool.

The TRAVLRD team turned a basic idea into a scalable backend solution, demonstrating how professional backend expertise can unlock the full potential of no-code applications.

We’re ready to support your next backend development project too!